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Intro
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Classroom Contents
Serverless in the Wild - Characterizing and Optimizing the Serverless Workload
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- 1 Intro
- 2 What is Serverless?
- 3 So what are people doing with Faas?
- 4 If you are a cloud provider
- 5 Stepping Back: Characterizing the Workload
- 6 Invocations per Application
- 7 Apps are highly heterogeneous
- 8 What about memory?
- 9 Function Execution Duration
- 10 Key Takeaways
- 11 Cold Starts and Resource Wastage
- 12 What do serverless providers do?
- 13 Fixed Keep-Alive Policy
- 14 Fixed Keep-Alive Won't Fit All
- 15 Fixed Keep-Alive Is Wasteful
- 16 A Histogram Policy To Learn Idle Tinil
- 17 The Hybrid Histogram Policy
- 18 More Optimal Pareto Frontier 130
- 19 Implemented in OpenWhisk
- 20 Simulation
- 21 Closing the loop